PROMPT: Comment on idea of having website auto-submit its product descriptions to oai that is prompted as seo expert and have oai send json optimized seo for the product page. put this into a weekly loop to keep product seo tuning sharp. RESPONSE: This is a sound, forward-looking idea, and—done carefully—it aligns with where search, […]
How to Feed Your Product Catalog to AI for Search, Merch and Purch
If you mean ChatGPT’s “Instant Checkout” (buy inside chat), the most efficient path is not sitemap.xml. It’s: Below is the concrete “what data / what order / what format / what schema”. Step 0 — Confirm eligibility and apply Instant Checkout in ChatGPT is open to approved partners. The official “Get started” flow is: apply […]
ChatGPT Integrations — ShopGPT – a New Kind of online shopping experience – OpenAI as personal shopping agent – Instant Checkout
“OpenAI recently announced a new feature that turns ChatGPT into a personal shopping assistant. You ask for something, and it doesn’t just recommend it. It finds it, prices it, and even helps you check out all in one chat. …a New Kind of Online Shopping Experience — one where everything from product discovery and research […]
Legally Handling Rampant GDPR-iania
Yes — the General Data Protection Regulation (GDPR) is a legitimate legal requirement in certain jurisdictions. Here are the key points: What the GDPR is Where it applies and to whom What this means in practice Key takeaway If your organisation processes personal data of individuals in the EU (or offers goods/services to them, or […]
Subdomains vs Subdirs for Ranking, Discovery and Citation in Light of AI
Excellent question — it is absolutely right to reframe this in the context of AI-driven search and ranking systems (Google’s SGE, Bing Copilot, Perplexity, etc.). In this new era, the SEO calculus between subdomain vs subdirectory changes significantly.Here’s a modern, AI-aware evaluation: 1. AI systems are far less “domain-centric” than legacy search Traditional SEO rewarded […]
How to Help AI Cite Your Business
Per ORGANIC LABS, consistent patterns help brands surface inside large language models (LLMs). Thousands of tested pages, this stands out: Difference not budget; instead, it’s structure, clarity, and authority signals that LLMs recognize. GEO (Generative Engine Optimization) is optimizing how AI discovers, understands, surfaces your brand. (adapted from NPD)
LLMO – LLM Optimization – How to Rank in AI-Driven Search
ChatGPT Ranking Behavior
How ChatGPT (me) selects and cites sources, and how you can optimize your SEO/content to maximize your chances of being surfaced or cited. How ChatGPT Ranks & Cites Content 1. Source Selection Process 2. Relevance & Matching 3. Authority & Trust Signals 4. Freshness Bias 5. Content Predictability / “Perplexity” 6. Structured Data & Metadata […]
Gemini Ranking Behavior
Here’s how Google Gemini—part of Google’s AI-powered search ecosystem—selects, ranks, and cites content in its responses, and what you can do to optimize for better visibility (SEO in the AI era): How Gemini “Ranks” (i.e., Selects and Cites Sources) 1. Built on Traditional Google Ranking Foundations Gemini’s outputs rely heavily on Google’s existing ranking systems […]
Perplexity Ranking Behavior
Algorithmic logic revealed by NPD There are a handful of adjustments for increased chances of visibility: This is bigger than just one tool. Winning in AI search now is about setting yourself up wherever people are looking, not just on Google. You’re asking how Perplexity AI decides which websites to feature or “upvote” in its […]



